Search Results for author: Luofeng Liao

Found 5 papers, 0 papers with code

Statistical Inference for Fisher Market Equilibrium

no code implementations29 Sep 2022 Luofeng Liao, Yuan Gao, Christian Kroer

In resource allocation, it is crucial to quantify the variability of the resource received by the agents (such as blood banks and food banks) in addition to fairness and efficiency properties of the systems.

Fairness Management

Local AdaGrad-Type Algorithm for Stochastic Convex-Concave Optimization

no code implementations18 Jun 2021 Luofeng Liao, Li Shen, Jia Duan, Mladen Kolar, DaCheng Tao

Large scale convex-concave minimax problems arise in numerous applications, including game theory, robust training, and training of generative adversarial networks.

Generative Adversarial Network Vocal Bursts Type Prediction

Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning

no code implementations19 Feb 2021 Luofeng Liao, Zuyue Fu, Zhuoran Yang, Yixin Wang, Mladen Kolar, Zhaoran Wang

Instrumental variables (IVs), in the context of RL, are the variables whose influence on the state variables are all mediated through the action.

Offline RL reinforcement-learning +2

Provably Efficient Neural Estimation of Structural Equation Models: An Adversarial Approach

no code implementations NeurIPS 2020 Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Mladen Kolar, Zhaoran Wang

We study estimation in a class of generalized SEMs where the object of interest is defined as the solution to a linear operator equation.

Provably Efficient Neural Estimation of Structural Equation Model: An Adversarial Approach

no code implementations2 Jul 2020 Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Zhaoran Wang, Mladen Kolar

We study estimation in a class of generalized SEMs where the object of interest is defined as the solution to a linear operator equation.

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